Note: To peel peaches, you will want to blanch them. With a sharp knife, make a small "X" into the skin of the peaches on either end.
Drop scored peaches into a small pot of boiling water for about 90 seconds. After the time is up, place in a bowl of ice-cold water. Once cooled, you should be able to just rub the peeling off with little effort.